Manual security questionnaire processes are slow, error‑prone, and often siloed. This article introduces a privacy‑preserving federated knowledge graph architecture that lets multiple companies share compliance insights securely, boost answer accuracy, and cut response times—all while complying with data‑privacy regulations.